{"id":5283,"date":"2016-08-26T00:58:37","date_gmt":"2016-08-25T16:58:37","guid":{"rendered":"http:\/\/people.utm.my\/haslinasarkan\/?p=5283"},"modified":"2016-08-25T14:02:05","modified_gmt":"2016-08-25T06:02:05","slug":"invitation-to-advanced-statistical-methods-for-big-data-analysis-of-neuroimaging","status":"publish","type":"post","link":"https:\/\/people.utm.my\/haslinasarkan\/invitation-to-advanced-statistical-methods-for-big-data-analysis-of-neuroimaging\/","title":{"rendered":"Invitation to \u201cAdvanced Statistical Methods for Big Data Analysis of Neuroimaging&#8221;"},"content":{"rendered":"<p><a href=\"https:\/\/people.utm.my\/haslinasarkan\/files\/2016\/08\/Pamphlet_shortcourse.pdf\">Pamphlet_shortcourse<\/a><\/p>\n<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;\u00a0Short-Course Announcement\u00a0&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<\/p>\n<p>&nbsp;<\/p>\n<p>Advanced Statistical Methods for Big Data Analysis of Neuroimaging<\/p>\n<p>Applications to Brain Connectivity<\/p>\n<p>&nbsp;<\/p>\n<p>Menara Razak<\/p>\n<p>Universiti Teknologi Malaysia, Kuala Lumpur Campus,<\/p>\n<p>Jalan Semarak, Kuala Lumpur.<\/p>\n<p>9<sup>th<\/sup>\u00a0Sept 2016 (Friday)<\/p>\n<p>&nbsp;<\/p>\n<p>Speakers: Prof\u00a0Dr\u00a0Hernando Ombao<\/p>\n<p>Department of Statistics,\u00a0University\u00a0of California at Irvine, US<\/p>\n<p>Prof. Ir. Dr. Sheikh Hussain Shaikh Salleh and Dr. Chee-Ming Ting,<\/p>\n<p>Center for Center for Biomedical Engineering<\/p>\n<p>&nbsp;<\/p>\n<p>Organizer: Center for Biomedical Engineering, Universiti Teknologi Malaysia.<\/p>\n<p>Advisor: Dato&#8217; Prof Ir\u00a0Dr\u00a0Alias Mohd Noor<\/p>\n<p>Organizing Chair: Prof. Ir. Dr. Sheikh Hussain Shaikh Salleh<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>Dear Datuk\/Prof\/Dr\/Mr\/Mrs\/Miss,<\/p>\n<p>&nbsp;<\/p>\n<p>We cordially invite you to a one-day short course entitled \u201cAdvanced Statistical Methods for Big Data Analysis of Neuroimaging Applications to Brain Connectivity\u201d which will be held on 9<sup>th<\/sup>\u00a0Sept 2016 (Friday) at Universiti Teknologi Malaysia, Kuala Lumpur.<\/p>\n<p>&nbsp;<\/p>\n<p>This short course will introduce the fundamentals of a range of advanced statistical techniques for analyzing brain signals, in terms of modeling, estimation, inference and prediction of large neuroimaging data, e.g. functional magnetic resonance imaging (fMRI) and electroencephalogram (EEG) signals with state-of-the-art applications to brain connectivity analysis. Professor Hernando Ombao will present statistical exploratory approaches to modeling dependence between components of high-dimensional time series in designed experiments. These approaches could potentially impact neuroscience research that\u00a0focus\u00a0on functional connectivity between brain regions as a diagnostic marker for mental and neurological diseases and as a predictor\u00a0for\u00a0behavior. The major hurdle of high dimensionality in EEGs and fMRI will be addressed by using factor analysis and penalized regression such as LASSO method.<\/p>\n<p>&nbsp;<\/p>\n<p>The course is organized into four lecture sections:<\/p>\n<p>&nbsp;<\/p>\n<p>Session I and II: Prof Ombao will cover the following basic topics. These topics are essential to conducting a rigorous analysis of signals and to developing more sophisticated methods for modeling the complex features of the signals.<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li>Basic features in signals: mean, auto-correlation, cross-correlation<\/li>\n<li>Time domain\u00a0models: white noise, auto-regressive (AR),\u00a0autoregressive\u00a0moving average (ARMA), vector auto-regressive (VAR)<\/li>\n<li>Spectral analysis: auto-spectra, cross-coherence<\/li>\n<li>Discrimination and classification<\/li>\n<li>Stationary vs non-stationary processes<\/li>\n<li>Statistical methods for testing differences between classes of signals<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>Session III: Prof Ombao will present various advanced research topics on \u201cExploratory Analysis of High Dimensional EEG and fMRI Time Series\u201d<\/p>\n<p>&nbsp;<\/p>\n<p>Session IV:\u00a0Dr\u00a0Ting will introduce fundamentals of state-space modeling approach to analyzing time-evolving, high-dimensional brain connectivity in both fMRI and EEG signals, using dynamic factor models and switching Kalman filtering.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>COURSE SCHEDULE<\/p>\n<p>====================<\/p>\n<p>0800 &#8211; 0900 \u2013 Registration<\/p>\n<p>0900 &#8211; 1030 \u2013 Lecture I: Basic Time Series Models and Estimation (Prof. Hernando Ombao)<\/p>\n<p>1030 &#8211; 1045 \u2013 Tea Break<\/p>\n<p>1045 &#8211; 1230 \u2013 Lecture II: Spectral and\u00a0Non-stationary\u00a0Analysis (Prof. Hernando Ombao)<\/p>\n<p>1230 &#8211; 1430 \u2013 Lunch<\/p>\n<p>1430 &#8211; 1530 \u2013 Lecture III: Exploratory Analysis of High Dimensional EEG and fMRI Time Series (Prof. Hernando Ombao)<\/p>\n<p>1530 &#8211; 1545 \u2013 Tea Break<\/p>\n<p>1545 &#8211; 1630 \u2013 Lecture IV: State-space Analysis of Connectivity in Neural Signals (Dr. Chee-Ming Ting)<\/p>\n<p>1630 &#8211; 1700 \u2013 Open-Discussion on State-of-the-Arts(Prof. Dr. Sheikh Hussain Sheikh Salleh)<\/p>\n<p>1700 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u2013 Closing<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>SPEAKER SHORT BIOGRAPHY<\/p>\n<p>=========================<\/p>\n<p>Prof Dr. Hernando Ombao<\/p>\n<p>PhD\u00a0(biostatistics), University of Michigan, Ann Arbor, US<\/p>\n<p>Professor of Statistics, Dept. of Statistics, Uni.of California, Irvine<\/p>\n<p>Professor of Cognitive Sciences, Dept of Cognitive Sciences, Uni.of California, Irvine<\/p>\n<p>Associate Editor for the Journal of the American Statistical Association: Theory and Methods (2005-now), Journal of the Royal Statistical Society Series B (2011 \u2013 2015), and the Statistical Analysis and Data Mining(2010 -2012).<\/p>\n<p>Fellow of the American Statistical Association<\/p>\n<p>Areas of Expertise: Theory, methods, and models for nonstationary multivariate time series and their applications to brain signals and images<\/p>\n<p>&nbsp;<\/p>\n<p>Prof. Ir. Dr. Sheikh Hussain Shaikh Salleh<\/p>\n<p>PhD, Uni.of Edinburgh<\/p>\n<p>Deputy Director of Center for Biomedical Engineering (CBE), UTM<\/p>\n<p>Chairman of National Technical Committee on Biometrics<\/p>\n<p>Areas of Expertise: biomedical signal processing and instrumentation, cardiac signals, speech and speaker recognition and biometrics.<\/p>\n<p>&nbsp;<\/p>\n<p>Dr. Chee-Ming Ting<\/p>\n<p>PhD\u00a0(Statistics), UTM<\/p>\n<p>Senior Lecturer, Faculty of Biosciences and Medical Engineering, UTM<\/p>\n<p>Research Fellow, Center for Biomedical Engineering (CBE), UTM.<\/p>\n<p>Areas of Expertise: Statistical signal processing, time-series analysis, and high-dimensional statistics, neural signals.<\/p>\n<p>&nbsp;<\/p>\n<p>REGISTRATION FEE<\/p>\n<p>====================<\/p>\n<p>Each participant: RM 500.00<\/p>\n<p>(The registration fee includes lunch and printed lecture slides)<\/p>\n<p>Registration Deadline: 1<sup>th<\/sup>\u00a0Sept 2016<\/p>\n<p>&nbsp;<\/p>\n<p>For detailed information, enclosed is the short-course announcement pamphlet.<\/p>\n<p>For registration, please fill up the attached registration form at this link\u00a0<a href=\"https:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLSclEPwMahedBI1HHQAsfn8OYlFjojH3hi-rnDXvW6AgvA5_GA\/viewform?c=0&amp;w=1\">Advanced Statistical Methods for Big Data Analysis of Neuroimaging Applications to Brain Connectivity- 9 Sept 2016<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>and send\u00a0the proof of payment\u00a0to cmting@utm.my or <a href=\"mailto:evelyntanhuiru@gmail.com\">evelyntanhuiru@gmail.com<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>If you have any inquiries, please contact me. We are looking forward to your participation. Thank you.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>Yours Sincerely,<\/p>\n<p>&#8212;&#8211;<\/p>\n<p>Chee-Ming Ting, Ph.D.<\/p>\n<p>Senior Lecturer<br \/>\nCenter for Biomedical Engineering<\/p>\n<p>Faculty of Biosciences &amp; Medical Engineering<\/p>\n<p>Universiti Teknologi Malaysia<\/p>\n<p><a href=\"http:\/\/fbme.utm.my\/tingcheeming\/\">http:\/\/fbme.utm.my\/tingcheeming\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Pamphlet_shortcourse &#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;\u00a0Short-Course Announcement\u00a0&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211; &nbsp; Advanced Statistical Methods for Big Data Analysis of Neuroimaging Applications to Brain Connectivity &nbsp; Menara Razak Universiti Teknologi Malaysia, Kuala Lumpur Campus, Jalan Semarak, Kuala Lumpur. 9th\u00a0Sept 2016 (Friday) &nbsp; Speakers: Prof\u00a0Dr\u00a0Hernando Ombao Department of Statistics,\u00a0University\u00a0of California at Irvine, US Prof. Ir. Dr. Sheikh Hussain Shaikh Salleh and Dr. Chee-Ming Ting, [&hellip;]<\/p>\n","protected":false},"author":6477,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-5283","post","type-post","status-publish","format-standard","hentry","category-recent"],"_links":{"self":[{"href":"https:\/\/people.utm.my\/haslinasarkan\/wp-json\/wp\/v2\/posts\/5283","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/people.utm.my\/haslinasarkan\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/people.utm.my\/haslinasarkan\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/people.utm.my\/haslinasarkan\/wp-json\/wp\/v2\/users\/6477"}],"replies":[{"embeddable":true,"href":"https:\/\/people.utm.my\/haslinasarkan\/wp-json\/wp\/v2\/comments?post=5283"}],"version-history":[{"count":0,"href":"https:\/\/people.utm.my\/haslinasarkan\/wp-json\/wp\/v2\/posts\/5283\/revisions"}],"wp:attachment":[{"href":"https:\/\/people.utm.my\/haslinasarkan\/wp-json\/wp\/v2\/media?parent=5283"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/people.utm.my\/haslinasarkan\/wp-json\/wp\/v2\/categories?post=5283"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/people.utm.my\/haslinasarkan\/wp-json\/wp\/v2\/tags?post=5283"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}